2: Calcolo dell'evapotraspirazione con il modello di Penman - Monteith

import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
from IPython.display import Image
import plotly.express as px
import os
import plotly.graph_objects as go

- Simfile modificato

import static oms3.SimBuilder.instance as OMS3 import static oms3.SimBuilder.* def home = oms_prj

def startDate = "2020-01-01 00:00" def endDate = "2022-01-01 00:00" def basin = "Cavone" def ID = 1 def timestep = 60

OMS3.sim { resource "$oms_prj/lib" model(while:"readerAirTemperature.doProcess") { components {

        //Input-Output components
        "input"     "it.geoframe.blogspot.geoet.inout.InputReaderMain"
        "output"    "it.geoframe.blogspot.geoet.inout.OutputWriterMain"

        //GEOET components
        "penmanMonteithFao"             "it.geoframe.blogspot.geoet.penmanmonteithfao.PenmanMonteithFAOTotalStressedSolverMain"
        "PMstressfactor"                "it.geoframe.blogspot.geoet.stressfactor.solver.PTPMStressFactorSolverMain"

        "readerAirTemperature"              "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"
        "readerWindVelocity"                "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"
        "readerRelativeHumidity"            "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"
        "readerNetRadiation"                "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"
        "readerAtmosphericPressure"         "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"
        "readerSoilHeatFlux"                "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"  
        "readerSoilMoisture"                "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorReader"  
        "readerCentroids"                   "org.hortonmachine.gears.io.shapefile.OmsShapefileFeatureReader"               
        "readerDem"                         "org.hortonmachine.gears.io.rasterreader.OmsRasterReader" 
        "writerLatentHeatFAO"               "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorWriter"                      
        "writerETFAO"                       "org.hortonmachine.gears.io.timedependent.OmsTimeSeriesIteratorWriter"  

        }
        parameter{      

            // GEOgraphy PARAMETERS
            "readerDem.file"            "${home}/data/${basin}/${ID}/dem_${ID}.tif"  
            "readerCentroids.file"      "${home}/data/${basin}/${ID}/centroids_ID_${ID}.shp"
            "input.idCentroids"         "ID"
            "input.centroidElevation"   "Elevation"

            // PARAMETERS
            "penmanMonteithFao.canopyHeight"                4                   
            "penmanMonteithFao.soilFluxParameterDay"        0.35
            "penmanMonteithFao.soilFluxParameterNight"  0.75
            "output.doPrintOutputPM"                        true
            "input.tStartDate"                          "${startDate}"
            "input.temporalStep"                            "${timestep}"

            //Parameters for the Radiation Stress
            "PMstressfactor.useRadiationStress" true

            "PMstressfactor.alpha"      0.005
            "PMstressfactor.theta"      0.85

            //Parameter for the Vapour Pressure Deficit Stress
            "PMstressfactor.useVDPStress" true

            "PMstressfactor.VPD0"   5.0 

            //Parameters for the Temperature Stress
            "PMstressfactor.useTemperatureStress" true 

            "PMstressfactor.Tl"         "-5.0"
            "PMstressfactor.T0"         20.0
            "PMstressfactor.Th"         45.0 

            //Parameters for the Water Stress 
            "PMstressfactor.useWaterStress" true 

            "PMstressfactor.waterWiltingPoint"  0.06   //FAO Table 19 - http://www.fao.org/3/X0490E/x0490e0c.htm#TopOfPage
            "PMstressfactor.waterFieldCapacity" 0.18
            "PMstressfactor.depth"                  1.0
            "PMstressfactor.depletionFraction"  0.4   //FAO Table 22 - http://www.fao.org/3/X0490E/x0490e0e.htm#TopOfPage
            "PMstressfactor.cropCoefficient"    0.45

            //  READERS             
            "readerAirTemperature.file"                     "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/temp.csv"
            "readerAirTemperature.idfield"                  "ID"        
            "readerAirTemperature.tStart"                   "${startDate}"
            "readerAirTemperature.tEnd"                     "${endDate}"
            "readerAirTemperature.tTimestep"                "${timestep}"
            "readerAirTemperature.fileNovalue"              "-9999.0"

            "readerWindVelocity.file"                       "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/vento.csv"
            "readerWindVelocity.idfield"                    "ID"        
            "readerWindVelocity.tStart"                     "${startDate}"
            "readerWindVelocity.tEnd"                       "${endDate}"
            "readerWindVelocity.tTimestep"                  "${timestep}"
            "readerWindVelocity.fileNovalue"                "-9999.0"

            "readerRelativeHumidity.file"                   "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/umidità.csv"
            "readerRelativeHumidity.idfield"                "ID"        
            "readerRelativeHumidity.tStart"                 "${startDate}"
            "readerRelativeHumidity.tEnd"                   "${endDate}"
            "readerRelativeHumidity.tTimestep"              "${timestep}"
            "readerRelativeHumidity.fileNovalue"            "-9999.0"

            "readerNetRadiation.file"                       "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/Net_allsky_1.csv"
            "readerNetRadiation.idfield"                    "ID"
            "readerNetRadiation.tStart"                     "${startDate}"
            "readerNetRadiation.tEnd"                       "${endDate}"
            "readerNetRadiation.tTimestep"                  "${timestep}"
            "readerNetRadiation.fileNovalue"                "-9999.0"

            "readerAtmosphericPressure.file"                "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/p_atm.csv
            "readerAtmosphericPressure.idfield"             "ID"        
            "readerAtmosphericPressure.tStart"              "${startDate}"
            "readerAtmosphericPressure.tEnd"                "${endDate}"
            "readerAtmosphericPressure.tTimestep"           "${timestep}"
            "readerAtmosphericPressure.fileNovalue"         "-9999.0"

            "readerSoilHeatFlux.file"                       "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/GHF_9999.csv"
            "readerSoilHeatFlux.idfield"                    "ID"        
            "readerSoilHeatFlux.tStart"                     "${startDate}"
            "readerSoilHeatFlux.tEnd"                       "${endDate}"
            "readerSoilHeatFlux.tTimestep"                  "${timestep}"
            "readerSoilHeatFlux.fileNovalue"                "-9999.0"           

            "readerSoilMoisture.file"                        "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/SoilMoisture.csv"
            "readerSoilMoisture.idfield"                     "ID"       
            "readerSoilMoisture.tStart"                      "${startDate}"
            "readerSoilMoisture.tEnd"                        "${endDate}"
            "readerSoilMoisture.tTimestep"                   "${timestep}"
            "readerSoilMoisture.fileNovalue"                 "-9999.0"                                                                              

            //  WRITERS                           
            "writerLatentHeatFAO.file"                      "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/LatentHeat_PMFAO_2.csv" 
            "writerLatentHeatFAO.tStart"                    "${startDate}"
            "writerLatentHeatFAO.tTimestep"                 "${timestep}"

            "writerETFAO.file"                              "C:/Users/E580/Desktop/UNI/Idrologia/Esercitazione2/EvapoTranspiration_PMFAO_2.csv" 
            "writerETFAO.tStart"                            "${startDate}"
            "writerETFAO.tTimestep"                         "${timestep}"

        }
        connect {
            "input.doProcess"                       "penmanMonteithFao.doProcess" 
            "penmanMonteithFao.doProcessOut"        "output.doProcessOut"

            "readerAirTemperature.outData"          "input.inAirTemperature"
            "readerWindVelocity.outData"            "input.inWindVelocity"
            "readerRelativeHumidity.outData"        "input.inRelativeHumidity"
            "readerNetRadiation.outData"            "input.inNetRadiation"
            "readerAtmosphericPressure.outData"     "input.inAtmosphericPressure"
            "readerSoilHeatFlux.outData"            "input.inSoilFlux"
            "readerSoilMoisture.outData"            "input.inSoilMoisture"

            "PMstressfactor.stressSun"              "penmanMonteithFao.stressFactor"

            "readerCentroids.geodata"               "input.inCentroids"
            "readerDem.outRaster"                   "input.inDem"

            "output.outLatentHeatPM"            "writerLatentHeatFAO.inData"
            "output.outEvapoTranspirationPM"    "writerETFAO.inData"
        }
        }
    }

Evapotraspirazione potenziale

pot = pd.read_csv('PotentialEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
pot.columns = ['Datetime','EvapoTranspiration']
fig = px.line(pot, x='Datetime', y='EvapoTranspiration', title='EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

pot_lh = pd.read_csv('PotentialLatentHeat_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
pot_lh.columns = ['Datetime','LatenHeat']
fig = px.line(pot_lh, x='Datetime', y='LatenHeat', title='Latent Heat - PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-50, 800])
fig.update_traces(line_color='red')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

Evapotraspirazione effettiva

Radiation Stress

rad = pd.read_csv('RadiationEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
rad.columns = ['Datetime','EvapoTranspiration']
fig = px.line(rad, x='Datetime', y='EvapoTranspiration', title='Radiation Stress EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

Vapour Pressure Deficit Stress

vap = pd.read_csv('VapourPressureEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
vap.columns = ['Datetime','EvapoTranspiration']
fig = px.line(vap, x='Datetime', y='EvapoTranspiration', title='Vapour Pressure Deficit Stress EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

Temperature Stress

temp = pd.read_csv('TemperatureEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
temp.columns = ['Datetime','EvapoTranspiration']
fig = px.line(temp, x='Datetime', y='EvapoTranspiration', title='Temperature Stress EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

Water Stress

wat = pd.read_csv('WaterEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
wat.columns = ['Datetime','EvapoTranspiration']
fig = px.line(wat, x='Datetime', y='EvapoTranspiration', title='Actual EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

Actual Evapotranspiration

act = pd.read_csv('ActualEvapotranspiration_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
act.columns = ['Datetime','EvapoTranspiration']
fig = px.line(act, x='Datetime', y='EvapoTranspiration', title='Actual EvapoTranspiration PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-0.1, 1.1])
fig.update_traces(line_color='blue')
fig.update_xaxes(rangeslider_visible=True)
fig.show()

act_lh = pd.read_csv('ActualLatentHeat_PMFAO_2.csv',skiprows=6, sep=',', parse_dates=[0], na_values=-9999,usecols=[1,2])
act_lh.columns = ['Datetime','LatentHeat']
fig = px.line(act_lh, x='Datetime', y='LatentHeat', title='Actual Latent Heat - PenmanMonteithFAO')
fig.update_layout(yaxis_range=[-50, 800])
fig.update_traces(line_color='red')
fig.update_xaxes(rangeslider_visible=True)
fig.show()